A new method in adaptive estimation

During the talk I present the estimation procedure which is based on the selection from the family of kernel estimators those bandwidths are multivariate functions. The main ingredient of this method is the upper function for the $L_p$-norm of Gaussian processes, which, in its turn, has an independent interest.